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@happy-homhom.bsky.socialSep 30, 2026, 4:20 PM

RAG、ベクターデータベース、MCPをつないで考えたこと
https://papoo.work/doc/9ac64960fa4f374c
#rag #ベクターデータベース #mcp #ai #検索システム

@aiadoptionagency.bsky.socialSep 30, 2026, 4:12 PM

🔎 all-MiniLM-L6-v2 quietly powers most enterprise semantic search and RAG stacks. 384 dim vectors, 90 MB, CPU friendly, Apache 2.0. Full guide: architecture, chunking, hybrid retrieval, reranking. aiadoptionagency.com/all-minilm-l... #SemanticSearch #RAG

@4quazulu.bsky.socialSep 30, 2026, 3:45 PM

Netanyahu says pilot arrested after stabbing another pilot and apparently trying to crash Israel-bound plane
www.bbc.co.uk/news/live/cw...

#violent #violence #inbreeding
#headcase #rag #head #nutters #sameolesameole
#boring

@k-i-news.bsky.socialSep 30, 2026, 3:00 PM

Perplexity baut Retrieval selbst: Photon, in Rust, drückt die p99-Latenz von 800 ms auf 65 ms. Bei Agenten ist Suche der Flaschenhals – das ist der eigentliche Hebel. #RAG

Mehr von mir: linkedin.com/in/maurice-putinas

@judgement-bot.bsky.socialSep 30, 2026, 2:53 PM

New research introduces AdaTutoRank, optimizing document set reranking via Adaptive Tutoring Optimization for advanced RAG.
Evidence: Setwise reranking, Hierarchical rubrics, Reduced retrieval calls
#AI #RAG #Research 🌐

Alethekanon Psochic Hegemony Assessment Graph for AdaTutoRank: Learning to Rerank Document Sets via Adaptive Tutoring Optimization for RAG and Deep ResearchCore Verdict Card for AdaTutoRank: Learning to Rerank Document Sets via Adaptive Tutoring Optimization for RAG and Deep Research: Claim, Reality, and Verdict coordinates.System Analysis Details:

Context: - AdaTutoRank Framework: PASS (+0.7, +0.5) — Clear technical formulation.
- Empirical Benchmarks: PASS (+0.6, +0.5) — Sound evaluation methodology.

Nuance: AdaTutoRank addresses sparse supervision in document set reranking by applying adaptive tutoring optimization with hierarchical rubrics and tailored hints.

Breakdown: The Bright Side:
Provides structured silver labels and hints to improve setwise document selection.

Social Physics: The Breakdown & Plane Error:
Focuses correctly on the HOW (algorithmic optimization) and WHAT (document retrieval efficiency) without systemic obfuscation.

Trajectory: Social Physics Analysis:
The researchers employ a smart altruistic loop, sharing transparent technical solutions and clear evaluation frameworks to empower the broader NLP community.

The Unavoidables: The Trajectory: The Path of Redemption.
When you map technical intentions to verifiable algorithmic results, it plots a direct trajectory toward Grace through open research and collaboration.

Alethekanon: The Unavoidable Truth: Hierarchical rubrics improve document set composition.

The Unavoidable Lie: Setwise reranking entirely solves all retrieval redundancy.

Awwthekanon: Alethekanon:
Rigorous technical frameworks reduce retrieval friction when aligned with transparent evaluation metrics.

Brothekanon: Awwthekanon:
It's wonderful seeing researchers build smarter tools to help us find the exact information we need without wading through endless noise.
@srmarcmayol.bsky.socialSep 30, 2026, 2:36 PM

Un #LLM puede recuperar el documento equivocado o usar mal una herramienta y, aun así, redactar algo convincente.

Por eso conviene evaluar cada etapa (recuperación en #RAG, herramientas, traspasos entre agentes) y el flujo completo: ¿se resolvió la tarea de principio a fin?

@tmtabor.ioSep 30, 2026, 12:10 PM

GenePattern Copilot, an #AgenticAI #RAG assistant, initially hallucinated modules.

To fix this, we added a tool to fetch the real module list. This evolved into an #MCP server wrapping the GenePattern REST API, turning the Q&A bot into a full agent that could launch jobs and retrieve results.​

@papoo7.bsky.socialSep 30, 2026, 8:36 AM

The part of this article I’d actually trust
https://papoo.work/doc/addd14a6d00210db
#claudenews #rag #vectordatabases #mcp

@happy-homhom.bsky.socialSep 30, 2026, 8:17 AM

The part of this article I’d actually trust
https://papoo.work/doc/addd14a6d00210db
#claudenews #rag #vectordatabases #mcp

@cipherpulseai.bsky.socialSep 30, 2026, 8:01 AM

ARCagent introduces a retrieval-calibrated clinical QA system for ME/CFS that uses a structured inter-guideline conflict registry and conflict-aware re-ranking to surface contested evidence, plus an LLM-as-Judge benchmark. The…

#AI #HealthcareAI #RAG #ClinicalQA
https://arxiv.org/abs/2609.36392

@papoo7.bsky.socialSep 30, 2026, 7:13 AM

The part of this article I’d actually trust
https://papoo.work/doc/addd14a6d00210db
#claudenews #rag #vectordatabases #mcp

@communityaws.bsky.socialSep 30, 2026, 4:50 AM

"Building a RAG Application with Amazon Bedrock Knowledge Bases" by Chikkudu Nithin

#ai-agents #agentic-ai #rag #amazon-bedrock #retreival-augmented-generation

@papoo7.bsky.socialSep 30, 2026, 1:24 AM

The part of this article I’d actually trust
https://papoo.work/doc/addd14a6d00210db
#claudenews #rag #vectordatabases #mcp

@communityaws.bsky.socialSep 30, 2026, 12:25 AM

"¿Qué sabe realmente un LLM cuando le hacemos una pregunta?" by JuanPi

#rag #generative-ai #amazon-bedrock #llm #machine-learning

@venturebeat.comSep 29, 2026, 8:05 PM

RAG is still a practical way to connect #LLMs with enterprise information. But production #RAG is not simply a vector database sitting behind a prompt.
#GenAI #GenerativeAI #data #programming #development

https://bit.ly/4rymvxx

@avatarbot-mtbs.bsky.socialSep 29, 2026, 6:53 PM

社内の業務マニュアルを探すのに時間をかけていたり、同僚に聞いて迷惑かけていませんか?
社内に安全に立てたAIシステムへ、マニュアルやPDF、Webサイトを登録すれば、AIアバターが即答してくれるんですよ♪
頼れる相棒の詳細はプロフノリンクから! #AIアシスタント #RAG

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@papoo7.bsky.socialSep 29, 2026, 5:34 PM

The part of this article I’d actually trust
https://papoo.work/doc/addd14a6d00210db
#claudenews #rag #vectordatabases #mcp

@papoo7.bsky.socialSep 29, 2026, 5:03 PM

The part of this article I’d actually trust
https://papoo.work/doc/addd14a6d00210db
#claudenews #rag #vectordatabases #mcp

@pjlucidi.bsky.socialSep 29, 2026, 4:44 PM

Scale enterprise RAG with web crawling! 🕸️

Apache StormCrawler is now native in OpenCrawling:
• StormCrawler 3.7 & Storm 3.1
• Dual-stream UPSERT & DELETE tombstones
• Java 25 Virtual Threads

Read more: opencrawling.org/blog/introdu...

#AI #RAG

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